Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "122" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 78 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 74 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.463764 | -0.377034 | 1.515913 | -0.086139 | -1.004147 | -0.654737 | -0.243024 | -0.555132 | 0.8108 | 0.8139 | 0.2281 | 9.806608 | 9.148392 |
| 2459593 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 270.411403 | 270.606157 | inf | inf | 65.967140 | 71.286440 | 390.922437 | 419.957563 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459592 | digital_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.135379 | -1.141956 | 0.870849 | 0.888004 | -0.574361 | -0.246782 | -1.822568 | -0.067845 | 0.0398 | 0.0306 | 0.0020 | nan | nan |
| 2459591 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.083711 | 0.475012 | 0.999104 | -0.828197 | -0.676143 | -1.472199 | -0.886012 | -0.811805 | 0.6936 | 0.7012 | 0.3551 | 7.381110 | 7.355315 |
| 2459590 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.561951 | 1.013147 | 1.228672 | -0.526330 | -0.491042 | -0.617795 | -0.748743 | -0.800472 | 0.6948 | 0.7006 | 0.3521 | 6.297543 | 5.761824 |
| 2459589 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.093905 | 0.511622 | 1.388378 | -0.535904 | -0.763964 | 0.187704 | -0.258443 | -1.018347 | 0.7360 | 0.7279 | 0.2712 | 6.483997 | 5.935137 |
| 2459588 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.174087 | 0.805397 | 1.276082 | 0.410034 | -1.112922 | -0.722854 | -0.950364 | -0.861881 | 0.8004 | 0.7836 | 0.2058 | 9.972826 | 8.396070 |
| 2459587 | digital_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 0.082973 | 0.636667 | 1.121913 | -0.345758 | 0.411963 | -1.007812 | -0.807607 | -0.436027 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.019250 | 0.314565 | 1.243857 | 0.873158 | 1.326582 | -0.140716 | -1.389494 | -1.396045 | 0.6746 | 0.6822 | 0.3514 | 4.951064 | 4.320734 |
| 2459585 | digital_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.379053 | -0.371556 | 2.006288 | 1.643437 | 1.609310 | 1.146007 | -1.311964 | -0.379223 | 0.0360 | 0.0332 | 0.0015 | 0.000000 | 0.000000 |
| 2459584 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 16.525664 | 15.423574 | 2.203567 | 2.896277 | 3.549481 | 3.154561 | 2.359565 | 2.151754 | 0.6873 | 0.6949 | 0.3691 | 0.000000 | 0.000000 |
| 2459583 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.464357 | 0.341481 | -0.516761 | -0.608591 | 0.357745 | -0.361765 | -0.373588 | -0.412160 | 0.6927 | 0.6963 | 0.3687 | 0.000000 | 0.000000 |
| 2459582 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.633493 | 1.569527 | -0.263086 | -0.449039 | -0.019845 | -1.397819 | -0.760933 | -0.726016 | 0.6948 | 0.6978 | 0.3707 | 4.818783 | 3.989323 |
| 2459581 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.479290 | 2.127059 | -0.970420 | -0.898096 | -0.428825 | -1.033467 | -0.305582 | -0.677705 | 0.7042 | 0.7053 | 0.3644 | 5.473392 | 4.208549 |
| 2459580 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.532108 | 0.885709 | -0.364416 | -0.818465 | 0.539974 | -0.477613 | -0.755030 | -0.770199 | 0.6947 | 0.6998 | 0.3663 | 0.000000 | 0.000000 |
| 2459579 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.691746 | 1.027385 | -0.190820 | -0.419783 | 0.096258 | -1.362949 | -0.656241 | -0.638405 | 0.6930 | 0.6986 | 0.3669 | 8.550938 | 6.055088 |
| 2459578 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459577 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.157343 | 0.833969 | -0.923333 | -0.802711 | -0.674912 | -0.849454 | -0.613642 | -0.609795 | 0.6940 | 0.7005 | 0.3682 | 5.559124 | 4.515330 |
| 2459576 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.163464 | 0.465290 | -0.667096 | -0.317761 | -0.850980 | -0.490608 | -0.244367 | -0.012754 | 0.7172 | 0.7243 | 0.3692 | 6.150167 | 5.248099 |
| 2459575 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.252854 | 0.970433 | -0.703390 | -0.301896 | -0.407729 | -0.294618 | -0.917782 | -0.420723 | 0.7752 | 0.7761 | 0.3097 | 10.486046 | 9.449817 |
| 2459574 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459573 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.491040 | 0.676543 | -0.223652 | -0.636803 | 0.198657 | -0.624274 | -0.660160 | -0.298555 | 0.7112 | 0.7217 | 0.3634 | 5.068553 | 4.134224 |
| 2459572 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.078559 | 0.560377 | -0.739285 | -0.470335 | -0.494653 | -0.575936 | -0.378006 | -0.360529 | 0.7141 | 0.7239 | 0.3653 | 10.936583 | 8.197958 |
| 2459571 | digital_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.918157 | -0.659348 | 0.471788 | 0.937353 | -0.369569 | -0.439759 | -0.253438 | -0.865065 | 0.0625 | 0.0334 | 0.0058 | nan | nan |
| 2459570 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.813014 | 0.455157 | 0.030364 | 0.326254 | 0.218863 | 0.767927 | 1.681703 | 0.539831 | 0.7121 | 0.7319 | 0.3376 | 0.000000 | 0.000000 |
| 2459569 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.140363 | 0.968177 | -0.865753 | -0.536900 | -1.162687 | -1.105150 | -0.943382 | -0.634895 | 0.7866 | 0.7898 | 0.2196 | 6.843508 | 5.392730 |
| 2459566 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.262987 | 1.422341 | -0.720564 | -0.605346 | -0.863673 | -0.767993 | 0.103679 | 1.606652 | 0.7040 | 0.7099 | 0.3765 | 7.011857 | 5.024312 |
| 2459565 | digital_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.253759 | 0.828060 | -0.630347 | -0.326128 | -0.756689 | -0.041350 | -0.409573 | -0.112785 | 0.7230 | 0.7244 | 0.3738 | 3.700598 | 3.132814 |
| 2459563 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.147127 | 0.882543 | -0.400358 | -0.333714 | 0.600299 | -0.510740 | -0.464897 | -0.489326 | 0.7165 | 0.7218 | 0.3720 | 4.958842 | 4.134153 |
| 2459562 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.280183 | 0.439687 | -0.299051 | -0.007916 | -0.216437 | 0.295517 | 0.279658 | 0.298571 | 0.7189 | 0.7274 | 0.3673 | 3.641249 | 3.081335 |
| 2459561 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.064390 | 0.578498 | -0.580487 | -0.104046 | -0.853120 | 0.294600 | 0.031429 | 0.349295 | 0.7197 | 0.7284 | 0.3662 | 3.287640 | 2.840859 |
| 2459560 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.002979 | 0.957305 | -0.326213 | -0.149117 | -0.489527 | 0.635183 | 0.104628 | -0.040910 | 0.7138 | 0.7207 | 0.3747 | 3.740788 | 3.132001 |
| 2459559 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.091522 | 0.789764 | -0.353720 | -0.257078 | -0.762241 | 0.464904 | 0.028347 | -0.019920 | 0.7139 | 0.7204 | 0.3671 | 3.174136 | 2.701529 |
| 2459558 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.281494 | 1.424591 | -0.070874 | -0.307818 | 0.181764 | -0.223323 | -0.261767 | -0.278797 | 0.7192 | 0.7207 | 0.3701 | 4.262443 | 3.493965 |
| 2459557 | digital_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0342 | 0.0301 | 0.0020 | nan | nan |
| 2459556 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.480954 | 0.864078 | -0.283725 | -0.259294 | -0.242500 | -0.609112 | -0.012956 | 1.977256 | 0.7168 | 0.7220 | 0.3704 | 3.869941 | 3.250903 |
| 2459554 | digital_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7201 | 0.7269 | 0.3781 | nan | nan |
| 2459553 | digital_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7172 | 0.7251 | 0.3782 | nan | nan |
| 2459552 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.564441 | 1.103404 | -0.716408 | -0.845430 | -0.263249 | 2.417586 | -0.605570 | -0.004242 | 0.7297 | 0.7274 | 0.3694 | 12.093780 | 10.182115 |
| 2459551 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.855918 | 0.845040 | -0.415464 | -0.308810 | -0.660788 | 0.063354 | 0.010045 | 0.014608 | 0.7220 | 0.7240 | 0.3663 | 3.929752 | 3.168675 |
| 2459550 | digital_maintenance | - | 99.18% | 99.18% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0459 | 0.0395 | 0.0021 | nan | nan |
| 2459549 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.283940 | 1.209925 | -0.825435 | -0.834173 | -0.711810 | -0.651146 | -0.403827 | -0.296993 | 0.7196 | 0.7249 | 0.3765 | 4.236254 | 3.361276 |
| 2459542 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.399699 | 1.713123 | -0.942877 | -0.671021 | -0.341188 | -0.357639 | -0.846556 | -0.539365 | 0.7653 | 0.7725 | 0.3355 | 4.054502 | 3.268055 |
| 2459541 | digital_maintenance | 0.00% | 1.34% | 1.34% | 0.00% | 100.00% | 0.00% | 0.268430 | 1.531860 | -0.905858 | -0.949040 | -0.725018 | 0.647900 | -1.447525 | -0.915880 | 0.7604 | 0.7609 | 0.3102 | 5.063516 | 4.538215 |
| 2459540 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.472289 | 1.588670 | -0.674006 | -0.007721 | 0.338818 | -1.008055 | -0.618069 | -0.180108 | 0.7686 | 0.7672 | 0.3236 | 3.484636 | 2.960342 |
| 2459536 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.000637 | 1.590641 | -0.806626 | -0.773033 | -0.824418 | -0.957954 | 0.068630 | 0.318554 | 0.7524 | 0.7498 | 0.3913 | 5.654316 | 4.635769 |
| 2459535 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.532994 | 1.306192 | -0.473604 | -0.051642 | 0.491026 | -0.963346 | -0.553197 | -0.381461 | 0.7986 | 0.7907 | 0.3316 | 3.691903 | 2.916310 |
| 2459534 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.768252 | 1.134450 | -0.552251 | -0.011359 | 1.326382 | -0.337693 | -0.140627 | -0.355374 | 0.7866 | 0.7741 | 0.3384 | 4.634390 | 3.733954 |
| 2459533 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.379532 | 1.146913 | -0.201836 | -0.750045 | -0.097530 | 0.133743 | -0.541315 | -0.348436 | 0.7376 | 0.7452 | 0.3770 | 3.649258 | 3.127405 |
| 2459532 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.908401 | 1.462470 | -0.244905 | -0.506617 | -0.693988 | -0.681961 | -0.040831 | -0.349850 | 0.7432 | 0.7464 | 0.3707 | 4.529366 | 3.649963 |
| 2459530 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.942939 | 0.611928 | -0.386180 | -0.126286 | -0.553317 | 0.196102 | 0.014538 | -0.088972 | 0.7577 | 0.7552 | 0.3711 | 5.050172 | 3.833861 |
| 2459527 | digital_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.315115 | 0.913051 | -0.319741 | -0.527158 | -1.549104 | 0.166502 | -0.492447 | -0.097769 | 0.9153 | 0.9481 | 0.2726 | 0.000000 | 0.000000 |
| 2459523 | digital_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 0.013514 | 1.245537 | -1.099822 | -1.056477 | -0.370909 | 0.813987 | 0.471947 | 0.896323 | nan | nan | nan | 5.829599 | 4.260129 |
| 2459522 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.199429 | 0.809453 | -0.712834 | -0.932248 | -1.137031 | -0.869139 | 0.355268 | 1.229187 | 0.7066 | 0.7339 | 0.3143 | 4.574447 | 5.292077 |
| 2459513 | digital_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.914234 | -0.790482 | 0.117131 | 0.383930 | -0.100406 | -0.793370 | -0.247415 | -0.390185 | 0.0879 | 0.0536 | 0.0078 | nan | nan |
| 2459508 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.233064 | 1.036126 | -0.572558 | -0.132931 | -1.003509 | -0.161989 | -1.041049 | -0.563897 | 0.9277 | 0.9595 | 0.1473 | 0.000000 | 0.000000 |
| 2459505 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.533539 | 1.483895 | -0.816020 | -0.427107 | -0.331645 | -0.597021 | 0.030558 | -0.111425 | 0.8935 | 0.8762 | 0.1812 | 20.305482 | 20.327823 |
| 2459503 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.373089 | 1.192000 | -0.819911 | -0.413216 | -0.837479 | -0.572229 | 0.018666 | 1.057755 | 0.8941 | 0.8906 | 0.3872 | 0.000000 | 0.000000 |
| 2459501 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.164086 | 1.760140 | 0.066411 | -0.714476 | -0.275591 | 0.417816 | -0.747674 | -0.443716 | 0.8955 | 0.9238 | 0.3556 | 0.000000 | 0.000000 |
| 2459500 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.998423 | 0.754947 | 0.001227 | -0.505019 | 0.038525 | -0.590226 | -0.607455 | -0.141311 | 0.9042 | 0.9201 | 0.3566 | 0.000000 | 0.000000 |
| 2459499 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.583204 | 0.518433 | -0.216255 | -0.237354 | -0.033761 | -0.392729 | -0.694316 | 0.056544 | 0.8967 | 0.9497 | 0.1800 | 0.000000 | 0.000000 |
| 2459498 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.691678 | 0.050588 | -0.267482 | -0.636703 | -0.081621 | -0.482940 | -0.799391 | -0.555673 | 0.9145 | 0.9235 | 0.3821 | 0.000000 | 0.000000 |
| 2459497 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.227846 | 0.268535 | -0.175962 | -0.911699 | -0.136360 | -0.697900 | -0.418048 | -0.019297 | 0.9208 | 0.9405 | 0.3136 | 0.000000 | 0.000000 |
| 2459496 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.404915 | 0.204846 | -0.430849 | -0.509013 | -0.044145 | -0.446484 | -0.503859 | 1.670120 | 0.9053 | 0.9153 | 0.3607 | 0.000000 | 0.000000 |
| 2459495 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.015756 | 0.040700 | -0.505858 | -0.519682 | 0.057179 | -0.217363 | -0.688049 | 0.043321 | 0.9020 | 0.9113 | 0.3873 | 0.000000 | 0.000000 |
| 2459494 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.783071 | 0.210414 | -0.026623 | -0.329992 | 0.584146 | -0.391363 | -0.882410 | -0.615447 | 0.8983 | 0.9060 | 0.4001 | 0.000000 | 0.000000 |
| 2459492 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 9.687190 | 1.401588 | 5.477190 | 0.550094 | 20.275284 | 9.163990 | 106.608469 | 29.421121 | 0.7094 | 0.8054 | 0.3332 | 0.000000 | 0.000000 |
| 2459491 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.285357 | 1.483682 | -1.357082 | -0.971214 | -0.385868 | -0.642984 | 0.179622 | 2.534118 | 0.8007 | 0.8251 | 0.2674 | 0.000000 | 0.000000 |
| 2459490 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.715117 | 2.581542 | -1.797340 | -1.011802 | -0.325614 | -0.181256 | 1.461857 | 7.197172 | 0.7630 | 0.8136 | 0.3549 | 0.000000 | 0.000000 |
| 2459489 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.664289 | 1.000589 | -1.483784 | -1.197569 | 0.007795 | -0.677671 | -0.310538 | -0.354589 | 0.7782 | 0.8205 | 0.3180 | 0.000000 | 0.000000 |
| 2459488 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.538631 | 0.980830 | -0.870564 | -0.870322 | -0.585393 | -0.666132 | -0.578637 | 0.910624 | 0.7808 | 0.8224 | 0.3361 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Power | inf | 324.184778 | 324.580597 | inf | inf | 45.857036 | 48.932414 | 715.556607 | 740.222990 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 0.223156 | 0.223156 | 0.169022 | 0.202528 | -0.087789 | -0.274871 | -0.932113 | -0.887135 | -0.912316 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Shape | 0.194389 | 0.177226 | 0.194389 | -0.156794 | 0.115139 | -0.711416 | -1.096816 | -0.541729 | -0.954792 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Power | 1.084455 | 0.154069 | 0.678153 | -0.339103 | 1.084455 | -0.281440 | 0.573766 | -0.431835 | 0.695895 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Power | 1.515913 | 0.463764 | -0.377034 | 1.515913 | -0.086139 | -1.004147 | -0.654737 | -0.243024 | -0.555132 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Power | inf | 270.411403 | 270.606157 | inf | inf | 65.967140 | 71.286440 | 390.922437 | 419.957563 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Power | 0.888004 | -1.141956 | 0.135379 | 0.888004 | 0.870849 | -0.246782 | -0.574361 | -0.067845 | -1.822568 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Power | 0.999104 | 0.475012 | 0.083711 | -0.828197 | 0.999104 | -1.472199 | -0.676143 | -0.811805 | -0.886012 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Power | 1.228672 | 0.561951 | 1.013147 | 1.228672 | -0.526330 | -0.491042 | -0.617795 | -0.748743 | -0.800472 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Power | 1.388378 | 0.511622 | 0.093905 | -0.535904 | 1.388378 | 0.187704 | -0.763964 | -1.018347 | -0.258443 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Power | 1.276082 | 0.174087 | 0.805397 | 1.276082 | 0.410034 | -1.112922 | -0.722854 | -0.950364 | -0.861881 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Power | 1.121913 | 0.636667 | 0.082973 | -0.345758 | 1.121913 | -1.007812 | 0.411963 | -0.436027 | -0.807607 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Temporal Variability | 1.326582 | 1.019250 | 0.314565 | 1.243857 | 0.873158 | 1.326582 | -0.140716 | -1.389494 | -1.396045 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Power | 2.006288 | 0.379053 | -0.371556 | 2.006288 | 1.643437 | 1.609310 | 1.146007 | -1.311964 | -0.379223 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Shape | 16.525664 | 16.525664 | 15.423574 | 2.203567 | 2.896277 | 3.549481 | 3.154561 | 2.359565 | 2.151754 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Shape | 0.464357 | 0.464357 | 0.341481 | -0.516761 | -0.608591 | 0.357745 | -0.361765 | -0.373588 | -0.412160 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 1.569527 | 1.569527 | 0.633493 | -0.449039 | -0.263086 | -1.397819 | -0.019845 | -0.726016 | -0.760933 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 2.127059 | 0.479290 | 2.127059 | -0.970420 | -0.898096 | -0.428825 | -1.033467 | -0.305582 | -0.677705 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 0.885709 | 0.885709 | 0.532108 | -0.818465 | -0.364416 | -0.477613 | 0.539974 | -0.770199 | -0.755030 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 1.027385 | 0.691746 | 1.027385 | -0.190820 | -0.419783 | 0.096258 | -1.362949 | -0.656241 | -0.638405 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 0.833969 | 0.833969 | 0.157343 | -0.802711 | -0.923333 | -0.849454 | -0.674912 | -0.609795 | -0.613642 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 0.465290 | 0.465290 | 0.163464 | -0.317761 | -0.667096 | -0.490608 | -0.850980 | -0.012754 | -0.244367 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 0.970433 | 0.970433 | 0.252854 | -0.301896 | -0.703390 | -0.294618 | -0.407729 | -0.420723 | -0.917782 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 0.676543 | 0.676543 | 0.491040 | -0.636803 | -0.223652 | -0.624274 | 0.198657 | -0.298555 | -0.660160 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 0.560377 | 0.560377 | 0.078559 | -0.470335 | -0.739285 | -0.575936 | -0.494653 | -0.360529 | -0.378006 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Power | 0.937353 | -0.659348 | -0.918157 | 0.937353 | 0.471788 | -0.439759 | -0.369569 | -0.865065 | -0.253438 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Temporal Discontinuties | 1.681703 | -0.813014 | 0.455157 | 0.030364 | 0.326254 | 0.218863 | 0.767927 | 1.681703 | 0.539831 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 0.968177 | 0.968177 | 0.140363 | -0.536900 | -0.865753 | -1.105150 | -1.162687 | -0.634895 | -0.943382 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Temporal Discontinuties | 1.606652 | 1.422341 | 0.262987 | -0.605346 | -0.720564 | -0.767993 | -0.863673 | 1.606652 | 0.103679 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 0.828060 | -1.253759 | 0.828060 | -0.630347 | -0.326128 | -0.756689 | -0.041350 | -0.409573 | -0.112785 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 0.882543 | 0.147127 | 0.882543 | -0.400358 | -0.333714 | 0.600299 | -0.510740 | -0.464897 | -0.489326 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 0.439687 | -1.280183 | 0.439687 | -0.299051 | -0.007916 | -0.216437 | 0.295517 | 0.279658 | 0.298571 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 0.578498 | -1.064390 | 0.578498 | -0.580487 | -0.104046 | -0.853120 | 0.294600 | 0.031429 | 0.349295 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 0.957305 | -1.002979 | 0.957305 | -0.326213 | -0.149117 | -0.489527 | 0.635183 | 0.104628 | -0.040910 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 0.789764 | -1.091522 | 0.789764 | -0.353720 | -0.257078 | -0.762241 | 0.464904 | 0.028347 | -0.019920 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 1.424591 | 1.424591 | 0.281494 | -0.307818 | -0.070874 | -0.223323 | 0.181764 | -0.278797 | -0.261767 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Temporal Discontinuties | 1.977256 | 0.864078 | 0.480954 | -0.259294 | -0.283725 | -0.609112 | -0.242500 | 1.977256 | -0.012956 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Temporal Variability | 2.417586 | 1.103404 | 0.564441 | -0.845430 | -0.716408 | 2.417586 | -0.263249 | -0.004242 | -0.605570 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 0.845040 | 0.845040 | -0.855918 | -0.308810 | -0.415464 | 0.063354 | -0.660788 | 0.014608 | 0.010045 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 1.209925 | 0.283940 | 1.209925 | -0.825435 | -0.834173 | -0.711810 | -0.651146 | -0.403827 | -0.296993 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 1.713123 | 1.713123 | 0.399699 | -0.671021 | -0.942877 | -0.357639 | -0.341188 | -0.539365 | -0.846556 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 1.531860 | 1.531860 | 0.268430 | -0.949040 | -0.905858 | 0.647900 | -0.725018 | -0.915880 | -1.447525 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 1.588670 | 1.588670 | -0.472289 | -0.007721 | -0.674006 | -1.008055 | 0.338818 | -0.180108 | -0.618069 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 1.590641 | 1.590641 | 0.000637 | -0.773033 | -0.806626 | -0.957954 | -0.824418 | 0.318554 | 0.068630 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 1.306192 | -0.532994 | 1.306192 | -0.473604 | -0.051642 | 0.491026 | -0.963346 | -0.553197 | -0.381461 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Temporal Variability | 1.326382 | 1.134450 | -0.768252 | -0.011359 | -0.552251 | -0.337693 | 1.326382 | -0.355374 | -0.140627 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 1.146913 | 0.379532 | 1.146913 | -0.201836 | -0.750045 | -0.097530 | 0.133743 | -0.541315 | -0.348436 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 1.462470 | 0.908401 | 1.462470 | -0.244905 | -0.506617 | -0.693988 | -0.681961 | -0.040831 | -0.349850 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 0.611928 | 0.611928 | -0.942939 | -0.126286 | -0.386180 | 0.196102 | -0.553317 | -0.088972 | 0.014538 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 0.913051 | 0.315115 | 0.913051 | -0.319741 | -0.527158 | -1.549104 | 0.166502 | -0.492447 | -0.097769 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 1.245537 | 0.013514 | 1.245537 | -1.099822 | -1.056477 | -0.370909 | 0.813987 | 0.471947 | 0.896323 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Temporal Discontinuties | 1.229187 | 0.809453 | 0.199429 | -0.932248 | -0.712834 | -0.869139 | -1.137031 | 1.229187 | 0.355268 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Power | 0.383930 | -0.790482 | -0.914234 | 0.383930 | 0.117131 | -0.793370 | -0.100406 | -0.390185 | -0.247415 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 1.036126 | 1.036126 | 0.233064 | -0.132931 | -0.572558 | -0.161989 | -1.003509 | -0.563897 | -1.041049 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 0.911478 | 0.279408 | 0.911478 | -0.885243 | 0.023123 | -0.530616 | -0.805001 | -0.713853 | -0.571321 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 1.483895 | 1.483895 | 0.533539 | -0.427107 | -0.816020 | -0.597021 | -0.331645 | -0.111425 | 0.030558 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 1.192000 | 0.373089 | 1.192000 | -0.819911 | -0.413216 | -0.837479 | -0.572229 | 0.018666 | 1.057755 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 1.760140 | 1.164086 | 1.760140 | 0.066411 | -0.714476 | -0.275591 | 0.417816 | -0.747674 | -0.443716 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Shape | 0.998423 | 0.998423 | 0.754947 | 0.001227 | -0.505019 | 0.038525 | -0.590226 | -0.607455 | -0.141311 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Shape | 0.583204 | 0.518433 | 0.583204 | -0.237354 | -0.216255 | -0.392729 | -0.033761 | 0.056544 | -0.694316 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Shape | 0.691678 | 0.691678 | 0.050588 | -0.267482 | -0.636703 | -0.081621 | -0.482940 | -0.799391 | -0.555673 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Shape | 1.227846 | 0.268535 | 1.227846 | -0.911699 | -0.175962 | -0.697900 | -0.136360 | -0.019297 | -0.418048 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Temporal Discontinuties | 1.670120 | 0.404915 | 0.204846 | -0.430849 | -0.509013 | -0.044145 | -0.446484 | -0.503859 | 1.670120 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Temporal Variability | 0.057179 | 0.015756 | 0.040700 | -0.505858 | -0.519682 | 0.057179 | -0.217363 | -0.688049 | 0.043321 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Shape | 0.783071 | 0.210414 | 0.783071 | -0.329992 | -0.026623 | -0.391363 | 0.584146 | -0.615447 | -0.882410 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | ee Temporal Discontinuties | 106.608469 | 1.401588 | 9.687190 | 0.550094 | 5.477190 | 9.163990 | 20.275284 | 29.421121 | 106.608469 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Temporal Discontinuties | 2.534118 | 1.285357 | 1.483682 | -1.357082 | -0.971214 | -0.385868 | -0.642984 | 0.179622 | 2.534118 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Temporal Discontinuties | 7.197172 | 2.581542 | 1.715117 | -1.011802 | -1.797340 | -0.181256 | -0.325614 | 7.197172 | 1.461857 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 1.000589 | 0.664289 | 1.000589 | -1.483784 | -1.197569 | 0.007795 | -0.677671 | -0.310538 | -0.354589 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 122 | 8 | digital_maintenance | nn Shape | 0.980830 | 0.538631 | 0.980830 | -0.870564 | -0.870322 | -0.585393 | -0.666132 | -0.578637 | 0.910624 |